@inproceedings{1a3d3046e3564bfe800bda6aea048474,
title = "Using facial expression to detect emotion in e-learning system: A deep learning method",
abstract = "E-learning system is becoming more and more popular among students nowadays. However, the emotion of students is usually neglected in e-learning system. This study is mainly concerned about using facial expression to detect emotion in e-learning system. A deep learning method called convolutional neural network (CNN) is used in our research. Firstly, CNN is introduced to detect emotion in e-learning system based on using facial expression in this paper. Secondly, the training process and testing process of CNN are described. To learn about the accuracy of CNN in emotion detection, three databases (CK+, JAFFE and NVIE) are chosen to train and test the model. 10-fold cross validation method is used to calculate the accuracy. Thirdly, we introduce how to apply the trained CNN to e-learning system, and the design of e-learning system with emotion detection module is given. At last, we propose the design of an experiment to evaluate the performance of this method in real e-learning system.",
keywords = "Deep learning, E-learning, Emotion detection, Facial expression",
author = "Ai Sun and Li, \{Ying Jian\} and Huang, \{Yueh Min\} and Qiong Li",
note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG 2017.; 2nd International Symposium on Emerging Technologies for Education, SETE 2017, held in Conjunction with the 16th International Conference on Web-based learning, ICWL 2017 ; Conference date: 20-09-2017 Through 22-09-2017",
year = "2017",
doi = "10.1007/978-3-319-71084-6\_52",
language = "英语",
isbn = "9783319710839",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "446--455",
editor = "Tien-Chi Huang and Rynson Lau and Yueh-Min Huang and Marc Spaniol and Chun-Hung Yuen",
booktitle = "Emerging Technologies for Education - 2nd International Symposium, SETE 2017, Held in Conjunction with ICWL 2017, Revised Selected Papers",
address = "德国",
}